Dataset statistics
| Number of variables | 33 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.3 MiB |
| Average record size in memory | 243.1 B |
Variable types
| Numeric | 21 |
|---|---|
| Text | 1 |
| Categorical | 11 |
balance_indicator is highly imbalanced (54.1%) | Imbalance |
balance_salary_ratio is highly skewed (γ1 = 94.26402235) | Skewed |
credit_salary_ratio is highly skewed (γ1 = 87.24290193) | Skewed |
row_number is uniformly distributed | Uniform |
row_number has unique values | Unique |
customer_id has unique values | Unique |
customer_value_normalized has unique values | Unique |
credit_salary_ratio has unique values | Unique |
tenure has 413 (4.1%) zeros | Zeros |
balance has 3617 (36.2%) zeros | Zeros |
balance_sqrt has 3617 (36.2%) zeros | Zeros |
age_balance has 3617 (36.2%) zeros | Zeros |
balance_salary_ratio has 3617 (36.2%) zeros | Zeros |
tenure_age_ratio has 413 (4.1%) zeros | Zeros |
Reproduction
| Analysis started | 2024-04-29 18:52:36.904183 |
|---|---|
| Analysis finished | 2024-04-29 18:52:57.704854 |
| Duration | 20.8 seconds |
| Software version | ydata-profiling vv4.7.0 |
| Download configuration | config.json |
row_number
Real number (ℝ)
UNIFORM  UNIQUE 
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5000.5 |
| Minimum | 1 |
|---|---|
| Maximum | 10000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 500.95 |
| Q1 | 2500.75 |
| median | 5000.5 |
| Q3 | 7500.25 |
| 95-th percentile | 9500.05 |
| Maximum | 10000 |
| Range | 9999 |
| Interquartile range (IQR) | 4999.5 |
Descriptive statistics
| Standard deviation | 2886.8957 |
|---|---|
| Coefficient of variation (CV) | 0.5773214 |
| Kurtosis | -1.2 |
| Mean | 5000.5 |
| Median Absolute Deviation (MAD) | 2500 |
| Skewness | 0 |
| Sum | 50005000 |
| Variance | 8334166.7 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 6671 | 1 | < 0.1% |
| 6664 | 1 | < 0.1% |
| 6665 | 1 | < 0.1% |
| 6666 | 1 | < 0.1% |
| 6667 | 1 | < 0.1% |
| 6668 | 1 | < 0.1% |
| 6669 | 1 | < 0.1% |
| 6670 | 1 | < 0.1% |
| 6672 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 10000 | 1 | |
| 9999 | 1 | |
| 9998 | 1 | |
| 9997 | 1 | |
| 9996 | 1 | |
| 9995 | 1 | |
| 9994 | 1 | |
| 9993 | 1 | |
| 9992 | 1 | |
| 9991 | 1 |
customer_id
Real number (ℝ)
UNIQUE 
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15690941 |
| Minimum | 15565701 |
|---|---|
| Maximum | 15815690 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 15565701 |
|---|---|
| 5-th percentile | 15578824 |
| Q1 | 15628528 |
| median | 15690738 |
| Q3 | 15753234 |
| 95-th percentile | 15803034 |
| Maximum | 15815690 |
| Range | 249989 |
| Interquartile range (IQR) | 124705.5 |
Descriptive statistics
| Standard deviation | 71936.186 |
|---|---|
| Coefficient of variation (CV) | 0.0045845681 |
| Kurtosis | -1.1961125 |
| Mean | 15690941 |
| Median Absolute Deviation (MAD) | 62432.5 |
| Skewness | 0.0011491459 |
| Sum | 1.5690941 × 1011 |
| Variance | 5.1748149 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15634602 | 1 | < 0.1% |
| 15667932 | 1 | < 0.1% |
| 15766185 | 1 | < 0.1% |
| 15667632 | 1 | < 0.1% |
| 15599024 | 1 | < 0.1% |
| 15798709 | 1 | < 0.1% |
| 15741921 | 1 | < 0.1% |
| 15793671 | 1 | < 0.1% |
| 15797900 | 1 | < 0.1% |
| 15795933 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 15565701 | 1 | |
| 15565706 | 1 | |
| 15565714 | 1 | |
| 15565779 | 1 | |
| 15565796 | 1 | |
| 15565806 | 1 | |
| 15565878 | 1 | |
| 15565879 | 1 | |
| 15565891 | 1 | |
| 15565996 | 1 |
| Value | Count | Frequency (%) |
| 15815690 | 1 | |
| 15815660 | 1 | |
| 15815656 | 1 | |
| 15815645 | 1 | |
| 15815628 | 1 | |
| 15815626 | 1 | |
| 15815615 | 1 | |
| 15815560 | 1 | |
| 15815552 | 1 | |
| 15815534 | 1 |
surname
Text
| Distinct | 2932 |
|---|---|
| Distinct (%) | 29.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
Length
| Max length | 23 |
|---|---|
| Median length | 16 |
| Mean length | 6.4349 |
| Min length | 2 |
Characters and Unicode
| Total characters | 64349 |
|---|---|
| Distinct characters | 55 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1558 ? |
|---|---|
| Unique (%) | 15.6% |
Sample
| 1st row | Hargrave |
|---|---|
| 2nd row | Hill |
| 3rd row | Onio |
| 4th row | Boni |
| 5th row | Mitchell |
| Value | Count | Frequency (%) |
| lo | 33 | 0.3% |
| smith | 32 | 0.3% |
| martin | 29 | 0.3% |
| scott | 29 | 0.3% |
| walker | 28 | 0.3% |
| brown | 26 | 0.3% |
| yeh | 25 | 0.2% |
| shih | 25 | 0.2% |
| genovese | 25 | 0.2% |
| maclean | 24 | 0.2% |
| Other values (2931) | 9779 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 5799 | 9.0% |
| e | 5764 | 9.0% |
| n | 5235 | 8.1% |
| o | 4905 | 7.6% |
| i | 4491 | 7.0% |
| r | 3547 | 5.5% |
| l | 2921 | 4.5% |
| s | 2592 | 4.0% |
| u | 2552 | 4.0% |
| h | 2150 | 3.3% |
| Other values (45) | 24393 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 64349 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 5799 | 9.0% |
| e | 5764 | 9.0% |
| n | 5235 | 8.1% |
| o | 4905 | 7.6% |
| i | 4491 | 7.0% |
| r | 3547 | 5.5% |
| l | 2921 | 4.5% |
| s | 2592 | 4.0% |
| u | 2552 | 4.0% |
| h | 2150 | 3.3% |
| Other values (45) | 24393 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 64349 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 5799 | 9.0% |
| e | 5764 | 9.0% |
| n | 5235 | 8.1% |
| o | 4905 | 7.6% |
| i | 4491 | 7.0% |
| r | 3547 | 5.5% |
| l | 2921 | 4.5% |
| s | 2592 | 4.0% |
| u | 2552 | 4.0% |
| h | 2150 | 3.3% |
| Other values (45) | 24393 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 64349 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 5799 | 9.0% |
| e | 5764 | 9.0% |
| n | 5235 | 8.1% |
| o | 4905 | 7.6% |
| i | 4491 | 7.0% |
| r | 3547 | 5.5% |
| l | 2921 | 4.5% |
| s | 2592 | 4.0% |
| u | 2552 | 4.0% |
| h | 2150 | 3.3% |
| Other values (45) | 24393 |
credit_score
Real number (ℝ)
| Distinct | 460 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 650.5288 |
| Minimum | 350 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 350 |
|---|---|
| 5-th percentile | 489 |
| Q1 | 584 |
| median | 652 |
| Q3 | 718 |
| 95-th percentile | 812 |
| Maximum | 850 |
| Range | 500 |
| Interquartile range (IQR) | 134 |
Descriptive statistics
| Standard deviation | 96.653299 |
|---|---|
| Coefficient of variation (CV) | 0.14857651 |
| Kurtosis | -0.42572568 |
| Mean | 650.5288 |
| Median Absolute Deviation (MAD) | 67 |
| Skewness | -0.071606608 |
| Sum | 6505288 |
| Variance | 9341.8602 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 850 | 233 | 2.3% |
| 678 | 63 | 0.6% |
| 655 | 54 | 0.5% |
| 705 | 53 | 0.5% |
| 667 | 53 | 0.5% |
| 684 | 52 | 0.5% |
| 670 | 50 | 0.5% |
| 651 | 50 | 0.5% |
| 683 | 48 | 0.5% |
| 652 | 48 | 0.5% |
| Other values (450) | 9296 |
| Value | Count | Frequency (%) |
| 350 | 5 | |
| 351 | 1 | < 0.1% |
| 358 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 367 | 1 | < 0.1% |
| 373 | 1 | < 0.1% |
| 376 | 2 | < 0.1% |
| 382 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 850 | 233 | |
| 849 | 8 | 0.1% |
| 848 | 5 | 0.1% |
| 847 | 6 | 0.1% |
| 846 | 5 | 0.1% |
| 845 | 6 | 0.1% |
| 844 | 7 | 0.1% |
| 843 | 2 | < 0.1% |
| 842 | 7 | 0.1% |
| 841 | 12 | 0.1% |
geography
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| France | |
|---|---|
| Germany | |
| Spain |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.0032 |
| Min length | 5 |
Characters and Unicode
| Total characters | 60032 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | France |
|---|---|
| 2nd row | Spain |
| 3rd row | France |
| 4th row | France |
| 5th row | Spain |
Common Values
| Value | Count | Frequency (%) |
| France | 5014 | |
| Germany | 2509 | |
| Spain | 2477 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| france | 5014 | |
| germany | 2509 | |
| spain | 2477 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 10000 | |
| n | 10000 | |
| r | 7523 | |
| e | 7523 | |
| F | 5014 | |
| c | 5014 | |
| G | 2509 | 4.2% |
| m | 2509 | 4.2% |
| y | 2509 | 4.2% |
| S | 2477 | 4.1% |
| Other values (2) | 4954 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 60032 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 10000 | |
| n | 10000 | |
| r | 7523 | |
| e | 7523 | |
| F | 5014 | |
| c | 5014 | |
| G | 2509 | 4.2% |
| m | 2509 | 4.2% |
| y | 2509 | 4.2% |
| S | 2477 | 4.1% |
| Other values (2) | 4954 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 60032 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 10000 | |
| n | 10000 | |
| r | 7523 | |
| e | 7523 | |
| F | 5014 | |
| c | 5014 | |
| G | 2509 | 4.2% |
| m | 2509 | 4.2% |
| y | 2509 | 4.2% |
| S | 2477 | 4.1% |
| Other values (2) | 4954 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 60032 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 10000 | |
| n | 10000 | |
| r | 7523 | |
| e | 7523 | |
| F | 5014 | |
| c | 5014 | |
| G | 2509 | 4.2% |
| m | 2509 | 4.2% |
| y | 2509 | 4.2% |
| S | 2477 | 4.1% |
| Other values (2) | 4954 |
gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.9086 |
| Min length | 4 |
Characters and Unicode
| Total characters | 49086 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 5457 | |
| Female | 4543 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 5457 | |
| female | 4543 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 14543 | |
| a | 10000 | |
| l | 10000 | |
| M | 5457 | 11.1% |
| F | 4543 | 9.3% |
| m | 4543 | 9.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 49086 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 14543 | |
| a | 10000 | |
| l | 10000 | |
| M | 5457 | 11.1% |
| F | 4543 | 9.3% |
| m | 4543 | 9.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 49086 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 14543 | |
| a | 10000 | |
| l | 10000 | |
| M | 5457 | 11.1% |
| F | 4543 | 9.3% |
| m | 4543 | 9.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 49086 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 14543 | |
| a | 10000 | |
| l | 10000 | |
| M | 5457 | 11.1% |
| F | 4543 | 9.3% |
| m | 4543 | 9.3% |
age
Real number (ℝ)
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.9218 |
| Minimum | 18 |
|---|---|
| Maximum | 92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 32 |
| median | 37 |
| Q3 | 44 |
| 95-th percentile | 60 |
| Maximum | 92 |
| Range | 74 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 10.487806 |
|---|---|
| Coefficient of variation (CV) | 0.26945841 |
| Kurtosis | 1.3953471 |
| Mean | 38.9218 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.0113203 |
| Sum | 389218 |
| Variance | 109.99408 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37 | 478 | 4.8% |
| 38 | 477 | 4.8% |
| 35 | 474 | 4.7% |
| 36 | 456 | 4.6% |
| 34 | 447 | 4.5% |
| 33 | 442 | 4.4% |
| 40 | 432 | 4.3% |
| 39 | 423 | 4.2% |
| 32 | 418 | 4.2% |
| 31 | 404 | 4.0% |
| Other values (60) | 5549 |
| Value | Count | Frequency (%) |
| 18 | 22 | 0.2% |
| 19 | 27 | 0.3% |
| 20 | 40 | 0.4% |
| 21 | 53 | 0.5% |
| 22 | 84 | |
| 23 | 99 | |
| 24 | 132 | |
| 25 | 154 | |
| 26 | 200 | |
| 27 | 209 |
| Value | Count | Frequency (%) |
| 92 | 2 | < 0.1% |
| 88 | 1 | < 0.1% |
| 85 | 1 | < 0.1% |
| 84 | 2 | < 0.1% |
| 83 | 1 | < 0.1% |
| 82 | 1 | < 0.1% |
| 81 | 4 | |
| 80 | 3 | |
| 79 | 4 | |
| 78 | 5 |
tenure
Real number (ℝ)
ZEROS 
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0128 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 413 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.8921744 |
|---|---|
| Coefficient of variation (CV) | 0.57695786 |
| Kurtosis | -1.1652252 |
| Mean | 5.0128 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.010991458 |
| Sum | 50128 |
| Variance | 8.3646726 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1048 | |
| 1 | 1035 | |
| 7 | 1028 | |
| 8 | 1025 | |
| 5 | 1012 | |
| 3 | 1009 | |
| 4 | 989 | |
| 9 | 984 | |
| 6 | 967 | |
| 10 | 490 |
| Value | Count | Frequency (%) |
| 0 | 413 | 4.1% |
| 1 | 1035 | |
| 2 | 1048 | |
| 3 | 1009 | |
| 4 | 989 | |
| 5 | 1012 | |
| 6 | 967 | |
| 7 | 1028 | |
| 8 | 1025 | |
| 9 | 984 |
| Value | Count | Frequency (%) |
| 10 | 490 | |
| 9 | 984 | |
| 8 | 1025 | |
| 7 | 1028 | |
| 6 | 967 | |
| 5 | 1012 | |
| 4 | 989 | |
| 3 | 1009 | |
| 2 | 1048 | |
| 1 | 1035 |
balance
Real number (ℝ)
ZEROS 
| Distinct | 6382 |
|---|---|
| Distinct (%) | 63.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76485.889 |
| Minimum | 0 |
|---|---|
| Maximum | 250898.09 |
| Zeros | 3617 |
| Zeros (%) | 36.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 97198.54 |
| Q3 | 127644.24 |
| 95-th percentile | 162711.67 |
| Maximum | 250898.09 |
| Range | 250898.09 |
| Interquartile range (IQR) | 127644.24 |
Descriptive statistics
| Standard deviation | 62397.405 |
|---|---|
| Coefficient of variation (CV) | 0.81580283 |
| Kurtosis | -1.4894118 |
| Mean | 76485.889 |
| Median Absolute Deviation (MAD) | 46766.79 |
| Skewness | -0.14110871 |
| Sum | 7.6485889 × 108 |
| Variance | 3.8934362 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 130170.82 | 2 | < 0.1% |
| 105473.74 | 2 | < 0.1% |
| 85304.27 | 1 | < 0.1% |
| 159397.75 | 1 | < 0.1% |
| 144238.7 | 1 | < 0.1% |
| 112262.84 | 1 | < 0.1% |
| 109106.8 | 1 | < 0.1% |
| 142147.32 | 1 | < 0.1% |
| 109109.33 | 1 | < 0.1% |
| Other values (6372) | 6372 |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 3768.69 | 1 | < 0.1% |
| 12459.19 | 1 | < 0.1% |
| 14262.8 | 1 | < 0.1% |
| 16893.59 | 1 | < 0.1% |
| 23503.31 | 1 | < 0.1% |
| 24043.45 | 1 | < 0.1% |
| 27288.43 | 1 | < 0.1% |
| 27517.15 | 1 | < 0.1% |
| 27755.97 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 250898.09 | 1 | |
| 238387.56 | 1 | |
| 222267.63 | 1 | |
| 221532.8 | 1 | |
| 216109.88 | 1 | |
| 214346.96 | 1 | |
| 213146.2 | 1 | |
| 212778.2 | 1 | |
| 212696.32 | 1 | |
| 212692.97 | 1 |
num_of_products
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 266 |
| 4 | 60 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5084 | |
| 2 | 4590 | |
| 3 | 266 | 2.7% |
| 4 | 60 | 0.6% |
has_cr_card
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7055 | |
| 0 | 2945 |
is_active_member
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 5151 | |
| 0 | 4849 |
estimated_salary
Real number (ℝ)
| Distinct | 9999 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100090.24 |
| Minimum | 11.58 |
|---|---|
| Maximum | 199992.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 11.58 |
|---|---|
| 5-th percentile | 9851.8185 |
| Q1 | 51002.11 |
| median | 100193.91 |
| Q3 | 149388.25 |
| 95-th percentile | 190155.38 |
| Maximum | 199992.48 |
| Range | 199980.9 |
| Interquartile range (IQR) | 98386.137 |
Descriptive statistics
| Standard deviation | 57510.493 |
|---|---|
| Coefficient of variation (CV) | 0.57458642 |
| Kurtosis | -1.1815184 |
| Mean | 100090.24 |
| Median Absolute Deviation (MAD) | 49198.15 |
| Skewness | 0.0020853577 |
| Sum | 1.0009024 × 109 |
| Variance | 3.3074568 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24924.92 | 2 | < 0.1% |
| 101348.88 | 1 | < 0.1% |
| 55313.44 | 1 | < 0.1% |
| 72500.68 | 1 | < 0.1% |
| 182692.8 | 1 | < 0.1% |
| 4993.94 | 1 | < 0.1% |
| 124964.82 | 1 | < 0.1% |
| 161971.42 | 1 | < 0.1% |
| 39488.04 | 1 | < 0.1% |
| 187811.71 | 1 | < 0.1% |
| Other values (9989) | 9989 |
| Value | Count | Frequency (%) |
| 11.58 | 1 | |
| 90.07 | 1 | |
| 91.75 | 1 | |
| 96.27 | 1 | |
| 106.67 | 1 | |
| 123.07 | 1 | |
| 142.81 | 1 | |
| 143.34 | 1 | |
| 178.19 | 1 | |
| 216.27 | 1 |
| Value | Count | Frequency (%) |
| 199992.48 | 1 | |
| 199970.74 | 1 | |
| 199953.33 | 1 | |
| 199929.17 | 1 | |
| 199909.32 | 1 | |
| 199862.75 | 1 | |
| 199857.47 | 1 | |
| 199841.32 | 1 | |
| 199808.1 | 1 | |
| 199805.63 | 1 |
exited
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 7963 | |
| 1 | 2037 | 20.4% |
age_squared
Real number (ℝ)
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1624.8896 |
| Minimum | 324 |
|---|---|
| Maximum | 8464 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 324 |
|---|---|
| 5-th percentile | 625 |
| Q1 | 1024 |
| median | 1369 |
| Q3 | 1936 |
| 95-th percentile | 3600 |
| Maximum | 8464 |
| Range | 8140 |
| Interquartile range (IQR) | 912 |
Descriptive statistics
| Standard deviation | 942.96316 |
|---|---|
| Coefficient of variation (CV) | 0.58032445 |
| Kurtosis | 4.8610635 |
| Mean | 1624.8896 |
| Median Absolute Deviation (MAD) | 408 |
| Skewness | 1.8952596 |
| Sum | 16248896 |
| Variance | 889179.52 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1369 | 478 | 4.8% |
| 1444 | 477 | 4.8% |
| 1225 | 474 | 4.7% |
| 1296 | 456 | 4.6% |
| 1156 | 447 | 4.5% |
| 1089 | 442 | 4.4% |
| 1600 | 432 | 4.3% |
| 1521 | 423 | 4.2% |
| 1024 | 418 | 4.2% |
| 961 | 404 | 4.0% |
| Other values (60) | 5549 |
| Value | Count | Frequency (%) |
| 324 | 22 | 0.2% |
| 361 | 27 | 0.3% |
| 400 | 40 | 0.4% |
| 441 | 53 | 0.5% |
| 484 | 84 | |
| 529 | 99 | |
| 576 | 132 | |
| 625 | 154 | |
| 676 | 200 | |
| 729 | 209 |
| Value | Count | Frequency (%) |
| 8464 | 2 | < 0.1% |
| 7744 | 1 | < 0.1% |
| 7225 | 1 | < 0.1% |
| 7056 | 2 | < 0.1% |
| 6889 | 1 | < 0.1% |
| 6724 | 1 | < 0.1% |
| 6561 | 4 | |
| 6400 | 3 | |
| 6241 | 4 | |
| 6084 | 5 |
balance_sqrt
Real number (ℝ)
ZEROS 
| Distinct | 6382 |
|---|---|
| Distinct (%) | 63.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 219.08043 |
| Minimum | 0 |
|---|---|
| Maximum | 500.89728 |
| Zeros | 3617 |
| Zeros (%) | 36.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 311.7668 |
| Q3 | 357.27334 |
| 95-th percentile | 403.37534 |
| Maximum | 500.89728 |
| Range | 500.89728 |
| Interquartile range (IQR) | 357.27334 |
Descriptive statistics
| Standard deviation | 168.79723 |
|---|---|
| Coefficient of variation (CV) | 0.77048062 |
| Kurtosis | -1.6441198 |
| Mean | 219.08043 |
| Median Absolute Deviation (MAD) | 69.129147 |
| Skewness | -0.44277468 |
| Sum | 2190804.3 |
| Variance | 28492.504 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 360.7919345 | 2 | < 0.1% |
| 324.7672089 | 2 | < 0.1% |
| 292.0689473 | 1 | < 0.1% |
| 399.2464778 | 1 | < 0.1% |
| 379.7877039 | 1 | < 0.1% |
| 335.0564729 | 1 | < 0.1% |
| 330.3131847 | 1 | < 0.1% |
| 377.0242963 | 1 | < 0.1% |
| 330.3170144 | 1 | < 0.1% |
| Other values (6372) | 6372 |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 61.38965711 | 1 | < 0.1% |
| 111.6207418 | 1 | < 0.1% |
| 119.4269651 | 1 | < 0.1% |
| 129.9753438 | 1 | < 0.1% |
| 153.3078928 | 1 | < 0.1% |
| 155.0595047 | 1 | < 0.1% |
| 165.1921003 | 1 | < 0.1% |
| 165.8829407 | 1 | < 0.1% |
| 166.6012305 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 500.8972849 | 1 | |
| 488.2494854 | 1 | |
| 471.4526806 | 1 | |
| 470.6727101 | 1 | |
| 464.8761986 | 1 | |
| 462.9761981 | 1 | |
| 461.6775931 | 1 | |
| 461.2788744 | 1 | |
| 461.1901126 | 1 | |
| 461.1864807 | 1 |
log_credit_score
Real number (ℝ)
| Distinct | 460 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4663274 |
| Minimum | 5.8579332 |
|---|---|
| Maximum | 6.7452363 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 5.8579332 |
|---|---|
| 5-th percentile | 6.1923625 |
| Q1 | 6.369901 |
| median | 6.4800446 |
| Q3 | 6.5764696 |
| 95-th percentile | 6.6995003 |
| Maximum | 6.7452363 |
| Range | 0.8873032 |
| Interquartile range (IQR) | 0.20656859 |
Descriptive statistics
| Standard deviation | 0.15317532 |
|---|---|
| Coefficient of variation (CV) | 0.023688148 |
| Kurtosis | -0.017937487 |
| Mean | 6.4663274 |
| Median Absolute Deviation (MAD) | 0.10331761 |
| Skewness | -0.45417387 |
| Sum | 64663.274 |
| Variance | 0.02346268 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.745236349 | 233 | 2.3% |
| 6.519147288 | 63 | 0.6% |
| 6.484635236 | 54 | 0.5% |
| 6.558197803 | 53 | 0.5% |
| 6.502790046 | 53 | 0.5% |
| 6.527957918 | 52 | 0.5% |
| 6.507277712 | 50 | 0.5% |
| 6.478509642 | 50 | 0.5% |
| 6.52649486 | 48 | 0.5% |
| 6.480044562 | 48 | 0.5% |
| Other values (450) | 9296 |
| Value | Count | Frequency (%) |
| 5.857933154 | 5 | |
| 5.860786223 | 1 | < 0.1% |
| 5.880532986 | 1 | < 0.1% |
| 5.883322388 | 1 | < 0.1% |
| 5.894402834 | 1 | < 0.1% |
| 5.899897354 | 1 | < 0.1% |
| 5.905361848 | 1 | < 0.1% |
| 5.92157842 | 1 | < 0.1% |
| 5.929589143 | 2 | < 0.1% |
| 5.945420609 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6.745236349 | 233 | |
| 6.744059186 | 8 | 0.1% |
| 6.742880636 | 5 | 0.1% |
| 6.741700695 | 6 | 0.1% |
| 6.74051936 | 5 | 0.1% |
| 6.739336627 | 6 | 0.1% |
| 6.738152495 | 7 | 0.1% |
| 6.736966958 | 2 | < 0.1% |
| 6.735780014 | 7 | 0.1% |
| 6.73459166 | 12 | 0.1% |
credit_score_num_of_products
Real number (ℝ)
| Distinct | 1096 |
|---|---|
| Distinct (%) | 11.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 996.1271 |
| Minimum | 350 |
|---|---|
| Maximum | 3400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 350 |
|---|---|
| 5-th percentile | 520 |
| Q1 | 649 |
| median | 850 |
| Q3 | 1318.5 |
| 95-th percentile | 1634 |
| Maximum | 3400 |
| Range | 3050 |
| Interquartile range (IQR) | 669.5 |
Descriptive statistics
| Standard deviation | 411.51827 |
|---|---|
| Coefficient of variation (CV) | 0.41311823 |
| Kurtosis | 1.0442431 |
| Mean | 996.1271 |
| Median Absolute Deviation (MAD) | 288 |
| Skewness | 0.8817746 |
| Sum | 9961271 |
| Variance | 169347.29 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 850 | 124 | 1.2% |
| 1700 | 108 | 1.1% |
| 678 | 32 | 0.3% |
| 1356 | 31 | 0.3% |
| 640 | 30 | 0.3% |
| 637 | 30 | 0.3% |
| 705 | 30 | 0.3% |
| 682 | 30 | 0.3% |
| 684 | 28 | 0.3% |
| 655 | 28 | 0.3% |
| Other values (1086) | 9529 |
| Value | Count | Frequency (%) |
| 350 | 4 | |
| 351 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 367 | 1 | < 0.1% |
| 373 | 1 | < 0.1% |
| 376 | 1 | < 0.1% |
| 382 | 1 | < 0.1% |
| 383 | 1 | < 0.1% |
| 386 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3400 | 2 | |
| 3388 | 1 | |
| 3368 | 1 | |
| 3276 | 1 | |
| 3188 | 1 | |
| 3168 | 1 | |
| 3092 | 1 | |
| 3084 | 1 | |
| 3028 | 1 | |
| 2988 | 1 |
age_balance
Real number (ℝ)
ZEROS 
| Distinct | 6383 |
|---|---|
| Distinct (%) | 63.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2995492 |
| Minimum | 0 |
|---|---|
| Maximum | 13796953 |
| Zeros | 3617 |
| Zeros (%) | 36.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3360210.8 |
| Q3 | 4911035.1 |
| 95-th percentile | 7308972.6 |
| Maximum | 13796953 |
| Range | 13796953 |
| Interquartile range (IQR) | 4911035.1 |
Descriptive statistics
| Standard deviation | 2646812.7 |
|---|---|
| Coefficient of variation (CV) | 0.88359865 |
| Kurtosis | -0.68593908 |
| Mean | 2995492 |
| Median Absolute Deviation (MAD) | 2508157.5 |
| Skewness | 0.333125 |
| Sum | 2.995492 × 1010 |
| Variance | 7.0056173 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 4621662.9 | 2 | < 0.1% |
| 4544206.3 | 1 | < 0.1% |
| 4813426.73 | 1 | < 0.1% |
| 4161915 | 1 | < 0.1% |
| 3761550.3 | 1 | < 0.1% |
| 5100728 | 1 | < 0.1% |
| 3750206.2 | 1 | < 0.1% |
| 4041462.24 | 1 | < 0.1% |
| 3927844.8 | 1 | < 0.1% |
| Other values (6373) | 6373 |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 150747.6 | 1 | < 0.1% |
| 499198 | 1 | < 0.1% |
| 573122.74 | 1 | < 0.1% |
| 709530.78 | 1 | < 0.1% |
| 750575.49 | 1 | < 0.1% |
| 804923.13 | 1 | < 0.1% |
| 829147.68 | 1 | < 0.1% |
| 965392.8 | 1 | < 0.1% |
| 965929.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 13796952.94 | 1 | |
| 13588090.92 | 1 | |
| 13002612.69 | 1 | |
| 12903905.97 | 1 | |
| 12678403.62 | 1 | |
| 12534373.04 | 1 | |
| 12481756.32 | 1 | |
| 12427644.1 | 1 | |
| 12234455.68 | 1 | |
| 12087895.55 | 1 |
engagement_score
Real number (ℝ)
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.77524 |
| Minimum | 0.2 |
|---|---|
| Maximum | 1.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 0.5 |
| median | 0.7 |
| Q3 | 1 |
| 95-th percentile | 1.2 |
| Maximum | 1.6 |
| Range | 1.4 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.30746121 |
|---|---|
| Coefficient of variation (CV) | 0.39660132 |
| Kurtosis | -0.93036175 |
| Mean | 0.77524 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.072674589 |
| Sum | 7752.4 |
| Variance | 0.094532396 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.7 | 2299 | |
| 0.5 | 1803 | |
| 1 | 1775 | |
| 1.2 | 1735 | |
| 0.2 | 718 | 7.2% |
| 0.9 | 711 | 7.1% |
| 0.4 | 633 | 6.3% |
| 0.9 | 112 | 1.1% |
| 1.4 | 78 | 0.8% |
| 1.1 | 57 | 0.6% |
| Other values (4) | 79 | 0.8% |
| Value | Count | Frequency (%) |
| 0.2 | 718 | 7.2% |
| 0.4 | 633 | 6.3% |
| 0.5 | 1803 | |
| 0.6 | 41 | 0.4% |
| 0.7 | 2299 | |
| 0.8 | 9 | 0.1% |
| 0.9 | 711 | 7.1% |
| 0.9 | 112 | 1.1% |
| 1 | 1775 | |
| 1.1 | 57 | 0.6% |
| Value | Count | Frequency (%) |
| 1.6 | 19 | 0.2% |
| 1.4 | 78 | 0.8% |
| 1.3 | 10 | 0.1% |
| 1.2 | 1735 | |
| 1.1 | 57 | 0.6% |
| 1 | 1775 | |
| 0.9 | 112 | 1.1% |
| 0.9 | 711 | 7.1% |
| 0.8 | 9 | 0.1% |
| 0.7 | 2299 |
customer_value_normalized
Real number (ℝ)
UNIQUE 
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1878684 |
| Minimum | 0.25053337 |
|---|---|
| Maximum | 2.5078665 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0.25053337 |
|---|---|
| 5-th percentile | 0.56706077 |
| Q1 | 0.90929614 |
| median | 1.1841386 |
| Q3 | 1.4587005 |
| 95-th percentile | 1.8267015 |
| Maximum | 2.5078665 |
| Range | 2.2573331 |
| Interquartile range (IQR) | 0.54940432 |
Descriptive statistics
| Standard deviation | 0.38302131 |
|---|---|
| Coefficient of variation (CV) | 0.32244422 |
| Kurtosis | -0.4176198 |
| Mean | 1.1878684 |
| Median Absolute Deviation (MAD) | 0.27466217 |
| Skewness | 0.089118267 |
| Sum | 11878.684 |
| Variance | 0.14670532 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.7567634543 | 1 | < 0.1% |
| 0.7765775993 | 1 | < 0.1% |
| 1.283641359 | 1 | < 0.1% |
| 0.8625170306 | 1 | < 0.1% |
| 1.413498348 | 1 | < 0.1% |
| 0.709845731 | 1 | < 0.1% |
| 1.124847594 | 1 | < 0.1% |
| 1.059887552 | 1 | < 0.1% |
| 1.014001638 | 1 | < 0.1% |
| 1.43909386 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 0.2505333701 | 1 | |
| 0.2508909835 | 1 | |
| 0.2529130595 | 1 | |
| 0.2534543299 | 1 | |
| 0.2535260326 | 1 | |
| 0.2535326328 | 1 | |
| 0.2540354517 | 1 | |
| 0.2547222276 | 1 | |
| 0.2552518475 | 1 | |
| 0.2563143874 | 1 |
| Value | Count | Frequency (%) |
| 2.507866453 | 1 | |
| 2.433600182 | 1 | |
| 2.431669232 | 1 | |
| 2.412930236 | 1 | |
| 2.411784805 | 1 | |
| 2.377817612 | 1 | |
| 2.377623301 | 1 | |
| 2.360634035 | 1 | |
| 2.346259384 | 1 | |
| 2.331314352 | 1 |
product_density
Real number (ℝ)
| Distinct | 6386 |
|---|---|
| Distinct (%) | 63.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 645500 |
| Minimum | 4.1948498 × 10-6 |
|---|---|
| Maximum | 4000000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 4.1948498 × 10-6 |
|---|---|
| 5-th percentile | 6.5076107 × 10-6 |
| Q1 | 8.8766719 × 10-6 |
| median | 1.6348888 × 10-5 |
| Q3 | 2000000 |
| 95-th percentile | 2000000 |
| Maximum | 4000000 |
| Range | 4000000 |
| Interquartile range (IQR) | 2000000 |
Descriptive statistics
| Standard deviation | 908026.54 |
|---|---|
| Coefficient of variation (CV) | 1.4067026 |
| Kurtosis | -0.84314567 |
| Mean | 645500 |
| Median Absolute Deviation (MAD) | 9.1478152 × 10-6 |
| Skewness | 0.88079002 |
| Sum | 6.455 × 109 |
| Variance | 8.245122 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2000000 | 2600 | |
| 1000000 | 905 | 9.0% |
| 3000000 | 98 | 1.0% |
| 4000000 | 14 | 0.1% |
| 9.481032909 × 10-6 | 2 | < 0.1% |
| 1.182202183 × 10-5 | 1 | < 0.1% |
| 1.441644051 × 10-5 | 1 | < 0.1% |
| 6.273614276 × 10-6 | 1 | < 0.1% |
| 6.932952113 × 10-6 | 1 | < 0.1% |
| 8.907667043 × 10-6 | 1 | < 0.1% |
| Other values (6376) | 6376 |
| Value | Count | Frequency (%) |
| 4.194849765 × 10-6 | 1 | |
| 4.49908068 × 10-6 | 1 | |
| 4.514004247 × 10-6 | 1 | |
| 4.627275717 × 10-6 | 1 | |
| 4.691615426 × 10-6 | 1 | |
| 4.699729578 × 10-6 | 1 | |
| 4.701538795 × 10-6 | 1 | |
| 4.701612846 × 10-6 | 1 | |
| 4.710004327 × 10-6 | 1 | |
| 4.722008066 × 10-6 | 1 |
| Value | Count | Frequency (%) |
| 4000000 | 14 | 0.1% |
| 3000000 | 98 | 1.0% |
| 2000000 | 2600 | |
| 1000000 | 905 | 9.0% |
| 0.0005306883823 | 1 | < 0.1% |
| 0.0001402249208 | 1 | < 0.1% |
| 8.534165357 × 10-5 | 1 | < 0.1% |
| 8.02620395 × 10-5 | 1 | < 0.1% |
| 7.268194562 × 10-5 | 1 | < 0.1% |
| 6.853593087 × 10-5 | 1 | < 0.1% |
balance_salary_ratio
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 6384 |
|---|---|
| Distinct (%) | 63.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8787029 |
| Minimum | 0 |
|---|---|
| Maximum | 10614.655 |
| Zeros | 3617 |
| Zeros (%) | 36.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.74700231 |
| Q3 | 1.514022 |
| 95-th percentile | 7.2495003 |
| Maximum | 10614.655 |
| Range | 10614.655 |
| Interquartile range (IQR) | 1.514022 |
Descriptive statistics
| Standard deviation | 108.33726 |
|---|---|
| Coefficient of variation (CV) | 27.931311 |
| Kurtosis | 9208.1391 |
| Mean | 3.8787029 |
| Median Absolute Deviation (MAD) | 0.74700231 |
| Skewness | 94.264022 |
| Sum | 38787.029 |
| Variance | 11736.962 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 1.394096807 | 1 | < 0.1% |
| 6.742188168 | 1 | < 0.1% |
| 1.835961263 | 1 | < 0.1% |
| 2.780685754 | 1 | < 0.1% |
| 0.7822065495 | 1 | < 0.1% |
| 8.720534374 | 1 | < 0.1% |
| 0.8993965269 | 1 | < 0.1% |
| 3.599756281 | 1 | < 0.1% |
| 21.8483462 | 1 | < 0.1% |
| Other values (6374) | 6374 |
| Value | Count | Frequency (%) |
| 0 | 3617 | |
| 0.02128418881 | 1 | < 0.1% |
| 0.07946553593 | 1 | < 0.1% |
| 0.1383670781 | 1 | < 0.1% |
| 0.1416141163 | 1 | < 0.1% |
| 0.1809964844 | 1 | < 0.1% |
| 0.1875142498 | 1 | < 0.1% |
| 0.1925817779 | 1 | < 0.1% |
| 0.2009926374 | 1 | < 0.1% |
| 0.2053787413 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10614.65544 | 1 | |
| 1326.102779 | 1 | |
| 856.0641099 | 1 | |
| 611.268941 | 1 | |
| 437.9808416 | 1 | |
| 353.2296248 | 1 | |
| 349.5219873 | 1 | |
| 345.3423327 | 1 | |
| 321.3587687 | 1 | |
| 291.1422313 | 1 |
credit_score_age_ratio
Real number (ℝ)
| Distinct | 6112 |
|---|---|
| Distinct (%) | 61.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.87434 |
| Minimum | 4.8571429 |
|---|---|
| Maximum | 46.888889 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 4.8571429 |
|---|---|
| 5-th percentile | 10.166667 |
| Q1 | 14.088889 |
| median | 17.285714 |
| Q3 | 20.961538 |
| 95-th percentile | 27.615865 |
| Maximum | 46.888889 |
| Range | 42.031746 |
| Interquartile range (IQR) | 6.8726496 |
Descriptive statistics
| Standard deviation | 5.376363 |
|---|---|
| Coefficient of variation (CV) | 0.30078666 |
| Kurtosis | 1.0228445 |
| Mean | 17.87434 |
| Median Absolute Deviation (MAD) | 3.4017857 |
| Skewness | 0.76051669 |
| Sum | 178743.4 |
| Variance | 28.905279 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 25 | 0.2% |
| 20 | 22 | 0.2% |
| 16 | 20 | 0.2% |
| 18 | 18 | 0.2% |
| 21.25 | 17 | 0.2% |
| 25 | 16 | 0.2% |
| 13 | 16 | 0.2% |
| 19 | 15 | 0.1% |
| 27.41935484 | 15 | 0.1% |
| 15 | 15 | 0.1% |
| Other values (6102) | 9821 |
| Value | Count | Frequency (%) |
| 4.857142857 | 1 | |
| 5.829545455 | 1 | |
| 5.833333333 | 1 | |
| 6.112676056 | 1 | |
| 6.157894737 | 1 | |
| 6.22972973 | 1 | |
| 6.392857143 | 1 | |
| 6.481481481 | 1 | |
| 6.515151515 | 1 | |
| 6.651515152 | 1 |
| Value | Count | Frequency (%) |
| 46.88888889 | 1 | |
| 46.38888889 | 1 | |
| 44.77777778 | 1 | |
| 44.73684211 | 1 | |
| 42.83333333 | 1 | |
| 42.5 | 1 | |
| 41.75 | 1 | |
| 41.68421053 | 1 | |
| 41.10526316 | 1 | |
| 41 | 1 |
tenure_age_ratio
Real number (ℝ)
ZEROS 
| Distinct | 414 |
|---|---|
| Distinct (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13793635 |
| Minimum | 0 |
|---|---|
| Maximum | 0.55555556 |
| Zeros | 413 |
| Zeros (%) | 4.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01754386 |
| Q1 | 0.064516129 |
| median | 0.12903226 |
| Q3 | 0.2 |
| 95-th percentile | 0.29411765 |
| Maximum | 0.55555556 |
| Range | 0.55555556 |
| Interquartile range (IQR) | 0.13548387 |
Descriptive statistics
| Standard deviation | 0.089505697 |
|---|---|
| Coefficient of variation (CV) | 0.64889129 |
| Kurtosis | -0.044717912 |
| Mean | 0.13793635 |
| Median Absolute Deviation (MAD) | 0.066619916 |
| Skewness | 0.56614673 |
| Sum | 1379.3635 |
| Variance | 0.0080112699 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 413 | 4.1% |
| 0.2 | 188 | 1.9% |
| 0.1666666667 | 160 | 1.6% |
| 0.1428571429 | 149 | 1.5% |
| 0.25 | 139 | 1.4% |
| 0.125 | 124 | 1.2% |
| 0.1538461538 | 109 | 1.1% |
| 0.1 | 104 | 1.0% |
| 0.1111111111 | 103 | 1.0% |
| 0.1818181818 | 85 | 0.9% |
| Other values (404) | 8426 |
| Value | Count | Frequency (%) |
| 0 | 413 | |
| 0.01086956522 | 1 | < 0.1% |
| 0.01234567901 | 1 | < 0.1% |
| 0.01298701299 | 1 | < 0.1% |
| 0.01333333333 | 1 | < 0.1% |
| 0.01351351351 | 1 | < 0.1% |
| 0.01369863014 | 2 | < 0.1% |
| 0.01388888889 | 2 | < 0.1% |
| 0.01408450704 | 2 | < 0.1% |
| 0.01428571429 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.5555555556 | 2 | < 0.1% |
| 0.5 | 2 | < 0.1% |
| 0.4761904762 | 3 | < 0.1% |
| 0.4736842105 | 4 | < 0.1% |
| 0.4545454545 | 5 | |
| 0.45 | 3 | < 0.1% |
| 0.4444444444 | 2 | < 0.1% |
| 0.4347826087 | 10 | |
| 0.4285714286 | 4 | < 0.1% |
| 0.4210526316 | 3 | < 0.1% |
credit_salary_ratio
Real number (ℝ)
SKEWED  UNIQUE 
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.033709569 |
| Minimum | 0.0018231684 |
|---|---|
| Maximum | 61.226252 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0.0018231684 |
|---|---|
| 5-th percentile | 0.0031566665 |
| Q1 | 0.0043502349 |
| median | 0.0064731469 |
| Q3 | 0.01281059 |
| 95-th percentile | 0.065936344 |
| Maximum | 61.226252 |
| Range | 61.224429 |
| Interquartile range (IQR) | 0.0084603556 |
Descriptive statistics
| Standard deviation | 0.64221876 |
|---|---|
| Coefficient of variation (CV) | 19.051527 |
| Kurtosis | 8252.0618 |
| Mean | 0.033709569 |
| Median Absolute Deviation (MAD) | 0.0026840634 |
| Skewness | 87.242902 |
| Sum | 337.09569 |
| Variance | 0.41244494 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.006107615595 | 1 | < 0.1% |
| 0.01370372192 | 1 | < 0.1% |
| 0.009457598914 | 1 | < 0.1% |
| 0.009696460778 | 1 | < 0.1% |
| 0.002769676747 | 1 | < 0.1% |
| 0.1177427042 | 1 | < 0.1% |
| 0.00497740084 | 1 | < 0.1% |
| 0.003741400798 | 1 | < 0.1% |
| 0.01309257183 | 1 | < 0.1% |
| 0.003604674064 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 0.001823168397 | 1 | |
| 0.002031090659 | 1 | |
| 0.002069310829 | 1 | |
| 0.002127650924 | 1 | |
| 0.002154884804 | 1 | |
| 0.002164633998 | 1 | |
| 0.002173955152 | 1 | |
| 0.002207422047 | 1 | |
| 0.002207951468 | 1 | |
| 0.002263401272 | 1 |
| Value | Count | Frequency (%) |
| 61.22625216 | 1 | |
| 7.37509089 | 1 | |
| 7.029972752 | 1 | |
| 6.939047408 | 1 | |
| 5.896690728 | 1 | |
| 5.752823596 | 1 | |
| 5.027659128 | 1 | |
| 4.551321623 | 1 | |
| 4.332356635 | 1 | |
| 2.623706339 | 1 |
balance_indicator
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| low | |
|---|---|
| high |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0969 |
| Min length | 3 |
Characters and Unicode
| Total characters | 30969 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | low |
|---|---|
| 2nd row | low |
| 3rd row | high |
| 4th row | low |
| 5th row | low |
Common Values
| Value | Count | Frequency (%) |
| low | 9031 | |
| high | 969 | 9.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| low | 9031 | |
| high | 969 | 9.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 9031 | |
| o | 9031 | |
| w | 9031 | |
| h | 1938 | 6.3% |
| i | 969 | 3.1% |
| g | 969 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30969 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 9031 | |
| o | 9031 | |
| w | 9031 | |
| h | 1938 | 6.3% |
| i | 969 | 3.1% |
| g | 969 | 3.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30969 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 9031 | |
| o | 9031 | |
| w | 9031 | |
| h | 1938 | 6.3% |
| i | 969 | 3.1% |
| g | 969 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30969 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 9031 | |
| o | 9031 | |
| w | 9031 | |
| h | 1938 | 6.3% |
| i | 969 | 3.1% |
| g | 969 | 3.1% |
life_stage
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.1 KiB |
| middle_age | |
|---|---|
| adulthood | |
| senior | |
| adolescence | 89 |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 9.0981 |
| Min length | 6 |
Characters and Unicode
| Total characters | 90981 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | middle_age |
|---|---|
| 2nd row | middle_age |
| 3rd row | middle_age |
| 4th row | middle_age |
| 5th row | middle_age |
Common Values
| Value | Count | Frequency (%) |
| middle_age | 4586 | |
| adulthood | 4064 | |
| senior | 1261 | 12.6% |
| adolescence | 89 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| middle_age | 4586 | |
| adulthood | 4064 | |
| senior | 1261 | 12.6% |
| adolescence | 89 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 17389 | |
| e | 10700 | |
| o | 9478 | |
| l | 8739 | |
| a | 8739 | |
| i | 5847 | 6.4% |
| m | 4586 | 5.0% |
| _ | 4586 | 5.0% |
| g | 4586 | 5.0% |
| u | 4064 | 4.5% |
| Other values (6) | 12267 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 90981 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 17389 | |
| e | 10700 | |
| o | 9478 | |
| l | 8739 | |
| a | 8739 | |
| i | 5847 | 6.4% |
| m | 4586 | 5.0% |
| _ | 4586 | 5.0% |
| g | 4586 | 5.0% |
| u | 4064 | 4.5% |
| Other values (6) | 12267 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 90981 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 17389 | |
| e | 10700 | |
| o | 9478 | |
| l | 8739 | |
| a | 8739 | |
| i | 5847 | 6.4% |
| m | 4586 | 5.0% |
| _ | 4586 | 5.0% |
| g | 4586 | 5.0% |
| u | 4064 | 4.5% |
| Other values (6) | 12267 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 90981 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 17389 | |
| e | 10700 | |
| o | 9478 | |
| l | 8739 | |
| a | 8739 | |
| i | 5847 | 6.4% |
| m | 4586 | 5.0% |
| _ | 4586 | 5.0% |
| g | 4586 | 5.0% |
| u | 4064 | 4.5% |
| Other values (6) | 12267 |
cs_category
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 KiB |
| medium | |
|---|---|
| high | |
| low |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.1839 |
| Min length | 3 |
Characters and Unicode
| Total characters | 51839 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | medium |
|---|---|
| 2nd row | medium |
| 3rd row | medium |
| 4th row | medium |
| 5th row | high |
Common Values
| Value | Count | Frequency (%) |
| medium | 6241 | |
| high | 3116 | |
| low | 643 | 6.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| medium | 6241 | |
| high | 3116 | |
| low | 643 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 12482 | |
| i | 9357 | |
| e | 6241 | |
| d | 6241 | |
| u | 6241 | |
| h | 6232 | |
| g | 3116 | 6.0% |
| l | 643 | 1.2% |
| o | 643 | 1.2% |
| w | 643 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 51839 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| m | 12482 | |
| i | 9357 | |
| e | 6241 | |
| d | 6241 | |
| u | 6241 | |
| h | 6232 | |
| g | 3116 | 6.0% |
| l | 643 | 1.2% |
| o | 643 | 1.2% |
| w | 643 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 51839 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| m | 12482 | |
| i | 9357 | |
| e | 6241 | |
| d | 6241 | |
| u | 6241 | |
| h | 6232 | |
| g | 3116 | 6.0% |
| l | 643 | 1.2% |
| o | 643 | 1.2% |
| w | 643 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 51839 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| m | 12482 | |
| i | 9357 | |
| e | 6241 | |
| d | 6241 | |
| u | 6241 | |
| h | 6232 | |
| g | 3116 | 6.0% |
| l | 643 | 1.2% |
| o | 643 | 1.2% |
| w | 643 | 1.2% |
tenure_group
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.0 KiB |
| long_standing | |
|---|---|
| new | |
| intermediate |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 9.1982 |
| Min length | 3 |
Characters and Unicode
| Total characters | 91982 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | new |
|---|---|
| 2nd row | new |
| 3rd row | long_standing |
| 4th row | new |
| 5th row | new |
Common Values
| Value | Count | Frequency (%) |
| long_standing | 3527 | |
| new | 3505 | |
| intermediate | 2968 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| long_standing | 3527 | |
| new | 3505 | |
| intermediate | 2968 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 17054 | |
| e | 12409 | |
| t | 9463 | |
| i | 9463 | |
| g | 7054 | |
| a | 6495 | 7.1% |
| d | 6495 | 7.1% |
| l | 3527 | 3.8% |
| o | 3527 | 3.8% |
| _ | 3527 | 3.8% |
| Other values (4) | 12968 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 91982 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 17054 | |
| e | 12409 | |
| t | 9463 | |
| i | 9463 | |
| g | 7054 | |
| a | 6495 | 7.1% |
| d | 6495 | 7.1% |
| l | 3527 | 3.8% |
| o | 3527 | 3.8% |
| _ | 3527 | 3.8% |
| Other values (4) | 12968 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 91982 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 17054 | |
| e | 12409 | |
| t | 9463 | |
| i | 9463 | |
| g | 7054 | |
| a | 6495 | 7.1% |
| d | 6495 | 7.1% |
| l | 3527 | 3.8% |
| o | 3527 | 3.8% |
| _ | 3527 | 3.8% |
| Other values (4) | 12968 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 91982 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 17054 | |
| e | 12409 | |
| t | 9463 | |
| i | 9463 | |
| g | 7054 | |
| a | 6495 | 7.1% |
| d | 6495 | 7.1% |
| l | 3527 | 3.8% |
| o | 3527 | 3.8% |
| _ | 3527 | 3.8% |
| Other values (4) | 12968 |
credit_score_gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.3 KiB |
| 650.2768920652373 | |
|---|---|
| 650.831388950033 |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 16.5457 |
| Min length | 16 |
Characters and Unicode
| Total characters | 165457 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 650.831388950033 |
|---|---|
| 2nd row | 650.831388950033 |
| 3rd row | 650.831388950033 |
| 4th row | 650.831388950033 |
| 5th row | 650.831388950033 |
Common Values
| Value | Count | Frequency (%) |
| 650.2768920652373 | 5457 | |
| 650.831388950033 | 4543 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 650.2768920652373 | 5457 | |
| 650.831388950033 | 4543 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 29086 | |
| 0 | 24543 | |
| 6 | 20914 | |
| 5 | 20000 | |
| 8 | 19086 | |
| 2 | 16371 | |
| 7 | 10914 | 6.6% |
| . | 10000 | 6.0% |
| 9 | 10000 | 6.0% |
| 1 | 4543 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 165457 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 29086 | |
| 0 | 24543 | |
| 6 | 20914 | |
| 5 | 20000 | |
| 8 | 19086 | |
| 2 | 16371 | |
| 7 | 10914 | 6.6% |
| . | 10000 | 6.0% |
| 9 | 10000 | 6.0% |
| 1 | 4543 | 2.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 165457 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 29086 | |
| 0 | 24543 | |
| 6 | 20914 | |
| 5 | 20000 | |
| 8 | 19086 | |
| 2 | 16371 | |
| 7 | 10914 | 6.6% |
| . | 10000 | 6.0% |
| 9 | 10000 | 6.0% |
| 1 | 4543 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 165457 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 29086 | |
| 0 | 24543 | |
| 6 | 20914 | |
| 5 | 20000 | |
| 8 | 19086 | |
| 2 | 16371 | |
| 7 | 10914 | 6.6% |
| . | 10000 | 6.0% |
| 9 | 10000 | 6.0% |
| 1 | 4543 | 2.7% |
balance_age
Real number (ℝ)
| Distinct | 67 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76485.889 |
| Minimum | 0 |
|---|---|
| Maximum | 123794.77 |
| Zeros | 6 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 68990.37 |
| Q1 | 72824.278 |
| median | 76038.89 |
| Q3 | 79573.747 |
| 95-th percentile | 86552.355 |
| Maximum | 123794.77 |
| Range | 123794.77 |
| Interquartile range (IQR) | 6749.4693 |
Descriptive statistics
| Standard deviation | 5670.4084 |
|---|---|
| Coefficient of variation (CV) | 0.07413666 |
| Kurtosis | 25.710165 |
| Mean | 76485.889 |
| Median Absolute Deviation (MAD) | 3214.6118 |
| Skewness | -1.1744445 |
| Sum | 7.6485889 × 108 |
| Variance | 32153531 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80054.66659 | 478 | 4.8% |
| 75272.59937 | 477 | 4.8% |
| 77410.40671 | 474 | 4.7% |
| 72727.08789 | 456 | 4.6% |
| 71054.62973 | 447 | 4.5% |
| 76448.98753 | 442 | 4.4% |
| 77025.66595 | 432 | 4.3% |
| 74285.28903 | 423 | 4.2% |
| 75696.78337 | 418 | 4.2% |
| 75503.48604 | 404 | 4.0% |
| Other values (57) | 5549 |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.1% |
| 30507.2875 | 4 | < 0.1% |
| 42472.4475 | 4 | < 0.1% |
| 46915.795 | 10 | 0.1% |
| 54072.39 | 9 | 0.1% |
| 57537.85185 | 27 | 0.3% |
| 62514.71686 | 35 | |
| 65528.92889 | 18 | 0.2% |
| 68213.74881 | 84 | |
| 68884.216 | 75 |
| Value | Count | Frequency (%) |
| 123794.775 | 2 | < 0.1% |
| 123356.63 | 1 | < 0.1% |
| 113091.0618 | 11 | 0.1% |
| 92823.6155 | 40 | 0.4% |
| 90510.55211 | 19 | 0.2% |
| 90057.865 | 2 | < 0.1% |
| 89967.04086 | 70 | |
| 89835.28134 | 67 | |
| 87894.03784 | 74 | |
| 87453.24387 | 119 |
salary_rank_geography
Real number (ℝ)
| Distinct | 5014 |
|---|---|
| Distinct (%) | 50.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1879.0403 |
| Minimum | 1 |
|---|---|
| Maximum | 5014 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 167 |
| Q1 | 834 |
| median | 1667 |
| Q3 | 2514.25 |
| 95-th percentile | 4514.05 |
| Maximum | 5014 |
| Range | 5013 |
| Interquartile range (IQR) | 1680.25 |
Descriptive statistics
| Standard deviation | 1306.174 |
|---|---|
| Coefficient of variation (CV) | 0.69512823 |
| Kurtosis | -0.43342096 |
| Mean | 1879.0403 |
| Median Absolute Deviation (MAD) | 838 |
| Skewness | 0.66857119 |
| Sum | 18790403 |
| Variance | 1706090.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2381 | 3 | < 0.1% |
| 1100 | 3 | < 0.1% |
| 1132 | 3 | < 0.1% |
| 856 | 3 | < 0.1% |
| 1354 | 3 | < 0.1% |
| 469 | 3 | < 0.1% |
| 1620 | 3 | < 0.1% |
| 757 | 3 | < 0.1% |
| 1217 | 3 | < 0.1% |
| 292 | 3 | < 0.1% |
| Other values (5004) | 9970 |
| Value | Count | Frequency (%) |
| 1 | 3 | |
| 2 | 3 | |
| 3 | 3 | |
| 4 | 3 | |
| 5 | 3 | |
| 6 | 3 | |
| 7 | 3 | |
| 8 | 3 | |
| 9 | 3 | |
| 10 | 3 |
| Value | Count | Frequency (%) |
| 5014 | 1 | |
| 5013 | 1 | |
| 5012 | 1 | |
| 5011 | 1 | |
| 5010 | 1 | |
| 5009 | 1 | |
| 5008 | 1 | |
| 5007 | 1 | |
| 5006 | 1 | |
| 5005 | 1 |
| row_number | customer_id | surname | credit_score | geography | gender | age | tenure | balance | num_of_products | has_cr_card | is_active_member | estimated_salary | exited | age_squared | balance_sqrt | log_credit_score | credit_score_num_of_products | age_balance | engagement_score | customer_value_normalized | product_density | balance_salary_ratio | credit_score_age_ratio | tenure_age_ratio | credit_salary_ratio | balance_indicator | life_stage | cs_category | tenure_group | credit_score_gender | balance_age | salary_rank_geography | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 15634602 | Hargrave | 619 | France | Female | 42 | 2 | 0.00 | 1 | 1 | 1 | 101348.88 | 1 | 1764 | 0.000000 | 6.428105 | 619 | 0.00 | 1.0 | 0.756763 | 1.000000e+06 | 0.000000 | 14.738095 | 0.047619 | 0.006108 | low | middle_age | medium | new | 650.831389 | 76785.311745 | 2565.0 |
| 1 | 2 | 15647311 | Hill | 608 | Spain | Female | 41 | 1 | 83807.86 | 1 | 0 | 1 | 112542.58 | 0 | 1681 | 289.495872 | 6.410175 | 608 | 3436122.26 | 0.7 | 1.146766 | 1.193206e-05 | 0.744677 | 14.829268 | 0.024390 | 0.005402 | low | middle_age | medium | new | 650.831389 | 75742.975109 | 1400.0 |
| 2 | 3 | 15619304 | Onio | 502 | France | Female | 42 | 8 | 159660.80 | 3 | 1 | 0 | 113931.57 | 1 | 1764 | 399.575775 | 6.218600 | 1506 | 6705753.60 | 0.9 | 1.956036 | 1.878983e-05 | 1.401375 | 11.952381 | 0.190476 | 0.004406 | high | middle_age | medium | long_standing | 650.831389 | 76785.311745 | 2879.0 |
| 3 | 4 | 15701354 | Boni | 699 | France | Female | 39 | 1 | 0.00 | 2 | 0 | 0 | 93826.63 | 0 | 1521 | 0.000000 | 6.549651 | 1398 | 0.00 | 0.4 | 0.969151 | 2.000000e+06 | 0.000000 | 17.923077 | 0.025641 | 0.007450 | low | middle_age | medium | new | 650.831389 | 74285.289031 | 2376.0 |
| 4 | 5 | 15737888 | Mitchell | 850 | Spain | Female | 43 | 2 | 125510.82 | 1 | 1 | 1 | 79084.10 | 0 | 1849 | 354.275063 | 6.745236 | 850 | 5396965.26 | 1.0 | 1.145682 | 7.967441e-06 | 1.587055 | 19.767442 | 0.046512 | 0.010748 | low | middle_age | high | new | 650.831389 | 81636.037677 | 958.0 |
| 5 | 6 | 15574012 | Chu | 645 | Spain | Male | 44 | 8 | 113755.78 | 2 | 1 | 0 | 149756.71 | 1 | 1936 | 337.277008 | 6.469250 | 1290 | 5005254.32 | 0.7 | 1.702206 | 1.758152e-05 | 0.759604 | 14.659091 | 0.181818 | 0.004307 | low | middle_age | medium | long_standing | 650.276892 | 78244.492257 | 1883.0 |
| 6 | 7 | 15592531 | Bartlett | 822 | France | Male | 50 | 7 | 0.00 | 2 | 1 | 1 | 10062.80 | 0 | 2500 | 0.000000 | 6.711740 | 1644 | 0.00 | 1.2 | 0.550316 | 2.000000e+06 | 0.000000 | 16.440000 | 0.140000 | 0.081687 | low | middle_age | high | long_standing | 650.276892 | 84924.807388 | 260.0 |
| 7 | 8 | 15656148 | Obinna | 376 | Germany | Female | 29 | 4 | 115046.74 | 4 | 1 | 0 | 119346.88 | 1 | 841 | 339.185407 | 5.929589 | 1504 | 3336355.46 | 1.1 | 2.055297 | 3.476848e-05 | 0.963969 | 12.965517 | 0.137931 | 0.003150 | low | adulthood | low | intermediate | 650.831389 | 68990.370057 | 1481.0 |
| 8 | 9 | 15792365 | He | 501 | France | Male | 44 | 4 | 142051.07 | 2 | 0 | 1 | 74940.50 | 0 | 1936 | 376.896630 | 6.216606 | 1002 | 6250247.08 | 0.9 | 1.440887 | 1.407944e-05 | 1.895518 | 11.386364 | 0.090909 | 0.006685 | low | middle_age | medium | intermediate | 650.276892 | 78244.492257 | 1875.0 |
| 9 | 10 | 15592389 | H? | 684 | France | Male | 27 | 2 | 134603.88 | 1 | 1 | 1 | 71725.73 | 0 | 729 | 366.884014 | 6.527958 | 684 | 3634304.76 | 1.0 | 1.145130 | 7.429206e-06 | 1.876647 | 25.333333 | 0.074074 | 0.009536 | low | adulthood | medium | new | 650.276892 | 72536.145742 | 1790.0 |
| row_number | customer_id | surname | credit_score | geography | gender | age | tenure | balance | num_of_products | has_cr_card | is_active_member | estimated_salary | exited | age_squared | balance_sqrt | log_credit_score | credit_score_num_of_products | age_balance | engagement_score | customer_value_normalized | product_density | balance_salary_ratio | credit_score_age_ratio | tenure_age_ratio | credit_salary_ratio | balance_indicator | life_stage | cs_category | tenure_group | credit_score_gender | balance_age | salary_rank_geography | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 9991 | 15798964 | Nkemakonam | 714 | Germany | Male | 33 | 3 | 35016.60 | 1 | 1 | 0 | 53667.08 | 0 | 1089 | 187.127229 | 6.570883 | 714 | 1155547.80 | 0.5 | 0.657911 | 2.855788e-05 | 0.652478 | 21.636364 | 0.090909 | 0.013304 | low | adulthood | high | new | 650.276892 | 76448.987534 | 668.0 |
| 9991 | 9992 | 15769959 | Ajuluchukwu | 597 | France | Female | 53 | 4 | 88381.21 | 1 | 1 | 0 | 69384.71 | 1 | 2809 | 297.289774 | 6.391917 | 597 | 4684204.13 | 0.5 | 0.949196 | 1.131462e-05 | 1.273785 | 11.264151 | 0.075472 | 0.008604 | low | senior | medium | intermediate | 650.831389 | 87894.037838 | 1737.0 |
| 9992 | 9993 | 15657105 | Chukwualuka | 726 | Spain | Male | 36 | 2 | 0.00 | 1 | 1 | 0 | 195192.40 | 0 | 1296 | 0.000000 | 6.587550 | 726 | 0.00 | 0.5 | 1.225999 | 1.000000e+06 | 0.000000 | 20.166667 | 0.055556 | 0.003719 | low | middle_age | high | new | 650.276892 | 72727.087895 | 2420.0 |
| 9993 | 9994 | 15569266 | Rahman | 644 | France | Male | 28 | 7 | 155060.41 | 1 | 1 | 0 | 29179.52 | 0 | 784 | 393.777107 | 6.467699 | 644 | 4341691.48 | 0.5 | 1.013925 | 6.449099e-06 | 5.314015 | 23.000000 | 0.250000 | 0.022070 | high | adulthood | medium | long_standing | 650.276892 | 73159.736740 | 721.0 |
| 9994 | 9995 | 15719294 | Wood | 800 | France | Female | 29 | 2 | 0.00 | 2 | 0 | 0 | 167773.55 | 0 | 841 | 0.000000 | 6.684612 | 1600 | 0.00 | 0.4 | 1.338899 | 2.000000e+06 | 0.000000 | 27.586207 | 0.068966 | 0.004768 | low | adulthood | high | new | 650.831389 | 68990.370057 | 4209.0 |
| 9995 | 9996 | 15606229 | Obijiaku | 771 | France | Male | 39 | 5 | 0.00 | 2 | 1 | 0 | 96270.64 | 0 | 1521 | 0.000000 | 6.647688 | 1542 | 0.00 | 0.7 | 0.981371 | 2.000000e+06 | 0.000000 | 19.769231 | 0.128205 | 0.008009 | low | middle_age | high | intermediate | 650.276892 | 74285.289031 | 2441.0 |
| 9996 | 9997 | 15569892 | Johnstone | 516 | France | Male | 35 | 10 | 57369.61 | 1 | 1 | 1 | 101699.77 | 0 | 1225 | 239.519540 | 6.246107 | 516 | 2007936.35 | 1.0 | 0.987175 | 1.743083e-05 | 0.564108 | 14.742857 | 0.285714 | 0.005074 | low | adulthood | medium | long_standing | 650.276892 | 77410.406709 | 2573.0 |
| 9997 | 9998 | 15584532 | Liu | 709 | France | Female | 36 | 7 | 0.00 | 1 | 0 | 1 | 42085.58 | 1 | 1296 | 0.000000 | 6.563856 | 709 | 0.00 | 0.7 | 0.460436 | 1.000000e+06 | 0.000000 | 19.694444 | 0.194444 | 0.016847 | low | middle_age | high | long_standing | 650.831389 | 72727.087895 | 1032.0 |
| 9998 | 9999 | 15682355 | Sabbatini | 772 | Germany | Male | 42 | 3 | 75075.31 | 2 | 1 | 0 | 92888.52 | 1 | 1764 | 273.998741 | 6.648985 | 1544 | 3153163.02 | 0.7 | 1.263686 | 2.663992e-05 | 0.808230 | 18.380952 | 0.071429 | 0.008311 | low | middle_age | high | new | 650.276892 | 76785.311745 | 1148.0 |
| 9999 | 10000 | 15628319 | Walker | 792 | France | Female | 28 | 4 | 130142.79 | 1 | 1 | 0 | 38190.78 | 0 | 784 | 360.753087 | 6.674561 | 792 | 3643998.12 | 0.5 | 0.959669 | 7.683868e-06 | 3.407702 | 28.285714 | 0.142857 | 0.020738 | low | adulthood | high | intermediate | 650.831389 | 73159.736740 | 938.0 |